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Implement parallel execution for DAG tasks #17684

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Implement parallel execution for DAG tasks

Implement parallel execution for DAG tasks #17684

Run time

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Job Run time
python-test (3.8, tests/unit_tests)
6m 47s
python-test (3.8, tests/test_api.py)
4m 17s
python-test (3.8, tests/test_cli.py)
4m 19s
python-test (3.8, tests/test_config.py)
4m 2s
python-test (3.8, tests/test_global_user_state.py)
3m 53s
python-test (3.8, tests/test_jobs.py)
4m 4s
python-test (3.8, tests/test_list_accelerators.py)
4m 11s
python-test (3.8, tests/test_optimizer_dryruns.py)
5m 16s
python-test (3.8, tests/test_optimizer_random_dag.py)
4m 17s
python-test (3.8, tests/test_storage.py)
3m 59s
python-test (3.8, tests/test_wheels.py)
3m 54s
python-test (3.8, tests/test_jobs_and_serve.py)
3m 53s
python-test (3.8, tests/test_yaml_parser.py)
3m 52s
56m 44s